{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "accredited-redhead",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pylab\n",
    "# %lsmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "willing-stadium",
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取训练集\n",
    "from ocr import readData\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings \n",
    "warnings.filterwarnings('ignore')\n",
    "from PIL import Image\n",
    "plt.rcParams['font.sans-serif']=['SimHei','WenQuanYi Zen Hei']\n",
    "inputdata=Image.open(\"./ocrdata/inputdata.png\")\n",
    "texts=\"0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ\"\n",
    "tranimg,tranvector=readData(inputdata,texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "sticky-ranch",
   "metadata": {},
   "outputs": [],
   "source": [
    "inputdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "collect-airfare",
   "metadata": {},
   "outputs": [],
   "source": [
    "#显示训练集\n",
    "%matplotlib notebook\n",
    "fig, ax = plt.subplots()\n",
    "fig.canvas.set_window_title('I am title')\n",
    "fig.subplots_adjust(bottom=0.15)\n",
    "\n",
    "# 初始化\n",
    "ax.set_title(texts[0])\n",
    "im_h = ax.imshow(tranimg[0], cmap='hot', interpolation='nearest')\n",
    "\n",
    "slider_depth = plt.Slider(plt.axes([0.23, 0.02, 0.56, 0.04]), '训练集向量(拖动)', 1, tranimg.shape[0], valinit=1,valstep=1)\n",
    "\n",
    "slider_depth.on_changed(lambda val: [im_h.set_data(tranimg[int(slider_depth.val)-1,:, :]),ax.set_title(texts[int(slider_depth.val)-1])])\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "declared-usage",
   "metadata": {},
   "outputs": [],
   "source": [
    "#定义网络\n",
    "import tensorflow as tf\n",
    "# https://tensorflow.google.cn/api_docs/python/tf/keras/layers/Layer?hl=zh_cn\n",
    "model = tf.keras.models.Sequential([\n",
    "      tf.keras.layers.Flatten(input_shape=(tranimg.shape[1], tranimg.shape[2])), #展平层\n",
    "      tf.keras.layers.Dense(len(texts), activation='softmax') #归并层\n",
    "    ])\n",
    "model.compile(optimizer='adam',\n",
    "                  loss='sparse_categorical_crossentropy',\n",
    "                  metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "legislative-digest",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#查看网络结构\n",
    "model.summary()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "weighted-ridge",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "img from https://www.zhihu.com/question/23765351"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "classified-eclipse",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#训练\n",
    "import pandas as pd\n",
    "import ipywidgets as widgets\n",
    "import io\n",
    "%matplotlib inline\n",
    "def plot_history(history):\n",
    "    hist = pd.DataFrame(history.history)\n",
    "    hist['epoch'] = history.epoch\n",
    "    plt.figure()\n",
    "    plt.xlabel('Epoch[纪元]')\n",
    "    plt.ylabel('accuracy [精确率]')\n",
    "    #兼容TensorFlow2.0+\n",
    "    plt.plot(hist['epoch'], hist['acc' if 'accuracy' not in hist else 'accuracy'],\n",
    "             label='Train Error')\n",
    "    plt.show()\n",
    "def simulationPrintHTML(text):\n",
    "    res=[]\n",
    "    for i in text:\n",
    "        if i == \"\\x08\": #退格，删除字符\n",
    "            res.pop()\n",
    "        elif i == \"\\n\": #换行符,创建新的行\n",
    "            res.append(\"<br>\")\n",
    "        elif i == \"\\t\": #table 全角空格，约等于4个英文空格\n",
    "            res.append(\"&emsp;\")\n",
    "        elif i == \"\\r\": #回车,使光标到行首\n",
    "            pass\n",
    "        else:\n",
    "            res.append(i)\n",
    "    return \"\".join(res)\n",
    "import sys\n",
    "from IPython.display import HTML\n",
    "class Output:\n",
    "    out=io.StringIO()\n",
    "    old=sys.stdout\n",
    "    def __enter__(self):\n",
    "        sys.stdout=self.out\n",
    "    def  __exit__(self,etype, evalue, tb):\n",
    "        sys.stdout=self.old\n",
    "    def get(self):\n",
    "        return self.out.getvalue()\n",
    "out=Output()\n",
    "with out:\n",
    "    history=model.fit(tranimg, tranvector, epochs=120)#120代左右时能100%识别\n",
    "plot_history(history)\n",
    "from IPython.display import HTML\n",
    "\n",
    "HTML(\"\"\"<details>\n",
    "<summary>tensoflow.log</summary>\n",
    "<p>\"\"\"+simulationPrintHTML(out.get())+\"\"\"</p>\n",
    "</details>\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "provincial-savannah",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "import numpy as np\n",
    "# https://matplotlib.org/stable/api/index.html\n",
    "fig, ax = plt.subplots()\n",
    "fig.canvas.set_window_title('I am title')\n",
    "fig.subplots_adjust(bottom=0.15)\n",
    "\n",
    "# 初始化\n",
    "ax.set_title(texts[0])\n",
    "im_h = ax.imshow(tranimg[0], cmap='hot', interpolation='nearest')\n",
    "\n",
    "slider_depth = plt.Slider(plt.axes([0.23, 0.02, 0.56, 0.04]), '训练集向量(拖动)', 1, tranimg.shape[0], valinit=1,valstep=1)\n",
    "\n",
    "slider_depth.on_changed(lambda val: [im_h.set_data(tranimg[int(slider_depth.val)-1,:, :]),ax.set_title(texts[int(slider_depth.val)-1])])\n",
    "button = plt.Button(plt.axes([0.7, 0.8, 0.2, 0.1]), '识别')\n",
    "text = ax.text(10, 10,'',ha='center')\n",
    "def predict(event):\n",
    "    i=int(slider_depth.val)-1\n",
    "    img=np.expand_dims(tranimg[i],0)\n",
    "    res=model.predict(img)[0]\n",
    "    index=np.argmax(res)\n",
    "#     text.set_text(\"识别为:\"+texts[index])\n",
    "    print(\"识别为:\"+texts[index])\n",
    "    return res\n",
    "#     \n",
    "button.on_clicked(predict)\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "nonprofit-shopper",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "predict(\"event\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "indonesian-baghdad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO 过拟合演示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "simplified-annotation",
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO 人工轮廓分割"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "empty-herald",
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO 注意力模型"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
